May 18, 2026 · Backend Development

Porting Karpathy’s AutoResearch to Software Development: Explosive Results

The project adapts Karpathy’s AutoResearch method to software development by using multi‑agent cross‑review, a five‑dimensional weighted scoring system, and feedback‑driven iteration, enabling fully automated issue handling, testing, and PR creation in about ten minutes with a 9.0/10 code‑quality score.

AI agentsAutoResearchGitHub CI

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Porting Karpathy’s AutoResearch to Software Development: Explosive Results

BirdNest Tech Talk

Apr 20, 2026 · Artificial Intelligence

Can AI Agents Fully Automate Medium‑Complex GitHub Issues in 10 Minutes?

This article analyzes how the AutoResearch method pioneered by Andrej Karpathy was adapted to software development, detailing three key enhancements—multi‑agent cross‑review, a five‑dimensional scoring system, and feedback‑driven iteration—that enable a fully autonomous pipeline capable of completing a medium‑complexity issue in about ten minutes with a 9.0/10 code quality score.

AI agentsGitHubauto code generation

0 likes · 18 min read

Can AI Agents Fully Automate Medium‑Complex GitHub Issues in 10 Minutes?